Review of surrogate modeling in water resources

Emulation techniques for the reduction and sensitivity analysis of complex environmental models

(2011) Marco Ratto et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Model emulation and moment-independent sensitivity analysis: An application to environmental modelling

(2011) E. Borgonovo et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Numerical assessment of metamodelling strategies in computationally intensive optimization

(2011) Saman Razavi et al.   ENVIRONMENTAL MODELLING & SOFTWARE

A New Formulation for Feedforward Neural Networks

(2011) S. Razavi et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Accelerating Markov Chain Monte Carlo Simulation by Differential Evolution with Self-Adaptive Randomized Subspace Sampling

(2011) J. A. Vrugt et al.   INTERNATIONAL JOURNAL OF NONLINEAR SCIENCES AND NUMERICAL SIMULATION

Surface estimation, variable selection, and the nonparametric oracle property

(2011) Curtis B. Storlie et al.   STATISTICA SINICA

A real-time groundwater management model using data assimilation

(2011) Wei-Chen Cheng et al.   WATER RESOURCES RESEARCH

Bayesian calibration of a large-scale geothermal reservoir model by a new adaptive delayed acceptance Metropolis Hastings algorithm

(2011) T. Cui et al.   WATER RESOURCES RESEARCH

Coupled simulation-optimization model for coastal aquifer management using genetic programming-based ensemble surrogate models and multiple-realization optimization

(2011) J. Sreekanth et al.   WATER RESOURCES RESEARCH

Bayesian uncertainty quantification for flows in heterogeneous porous media using reversible jump Markov chain Monte Carlo methods

(2010) A. Mondal et al.   ADVANCES IN WATER RESOURCES

Using Cross Validation to Design Conservative Surrogates

(2010) Felipe A. C. Viana et al.   AIAA JOURNAL

Using recursive algorithms for the efficient identification of smoothing spline ANOVA models

(2010) Marco Ratto et al.   AStA-Advances in Statistical Analysis

A two-stage multi-fidelity optimization procedure for honeycomb-type cellular materials

(2010) Guangyong Sun et al.   COMPUTATIONAL MATERIALS SCIENCE

An improvement of Kriging based sequential approximate optimization method via extended use of design of experiments

(2010) Dong Wook Kim et al.   ENGINEERING OPTIMIZATION

Relationship between problem characteristics and the optimal number of genetic algorithm generations

(2010) M. S. Gibbs et al.   ENGINEERING OPTIMIZATION

Methods used for the development of neural networks for the prediction of water resource variables in river systems: Current status and future directions

(2010) Holger R. Maier et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Metamodeling for High Dimensional Simulation-Based Design Problems

(2010) Songqing Shan et al.   JOURNAL OF MECHANICAL DESIGN

Applying Dynamic Surrogate Models in Noisy Genetic Algorithms to Optimize Groundwater Remediation Designs

(2010) Shengquan Yan et al.   JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT

Efficient Hydraulic State Estimation Technique Using Reduced Models of Urban Water Networks

(2010) Ami Preis et al.   JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT

Efficient computation of global sensitivity indices using sparse polynomial chaos expansions

(2010) Géraud Blatman et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Snapshot selection for groundwater model reduction using proper orthogonal decomposition

(2010) Adam J. Siade et al.   WATER RESOURCES RESEARCH

Optimization and uncertainty assessment of strongly nonlinear groundwater models with high parameter dimensionality

(2010) Elizabeth H. Keating et al.   WATER RESOURCES RESEARCH

A multiobjective response surface approach for improved water quality planning in lakes and reservoirs

(2010) A. Castelletti et al.   WATER RESOURCES RESEARCH

Pumping optimization of coastal aquifers based on evolutionary algorithms and surrogate modular neural network models

(2009) George Kourakos et al.   ADVANCES IN WATER RESOURCES

Multiple-pattern parameter identification and uncertainty analysis approach for water quality modeling

(2009) Rui Zou et al.   ECOLOGICAL MODELLING

Expensive Multiobjective Optimization by MOEA/D With Gaussian Process Model

(2009) Qingfu Zhang et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

Reduced-order modeling of parameterized PDEs using time-space-parameter principal component analysis

(2009) C. Audouze et al.   INTERNATIONAL JOURNAL FOR NUMERICAL METHODS IN ENGINEERING

A Kriging Metamodel Assisted Multi-Objective Genetic Algorithm for Design Optimization

(2009) M. Li et al.   JOURNAL OF MECHANICAL DESIGN

Bayesian emulation of complex multi-output and dynamic computer models

(2009) Stefano Conti et al.   JOURNAL OF STATISTICAL PLANNING AND INFERENCE

Approximating SWAT Model Using Artificial Neural Network and Support Vector Machine

(2009) Xuesong Zhang et al.   JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION

Assessing a Response Surface-Based Optimization Approach for Soil Vapor Extraction System Design

(2009) Chiu-Shia Fen et al.   JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT

Optimal Operation of Complex Water Distribution Systems Using Metamodels

(2009) D. R. Broad et al.   JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT

Recent advances in surrogate-based optimization

(2009) Alexander I.J. Forrester et al.   PROGRESS IN AEROSPACE SCIENCES

Implementation and evaluation of nonparametric regression procedures for sensitivity analysis of computationally demanding models

(2009) Curtis B. Storlie et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Survey of modeling and optimization strategies to solve high-dimensional design problems with computationally-expensive black-box functions

(2009) Songqing Shan et al.   STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION

Diagnostics for Gaussian Process Emulators

(2009) Leonardo S. Bastos et al.   TECHNOMETRICS

Real-time management of a multipurpose water reservoir with a heteroscedastic inflow model

(2009) F. Pianosi et al.   WATER RESOURCES RESEARCH

Surrogate-Based Optimization Using Multifidelity Models with Variable Parameterization and Corrected Space Mapping

(2008) T. D. Robinson et al.   AIAA JOURNAL

Efficient multi-objective optimal design of water distribution networks on a budget of simulations using hybrid algorithms

(2008) Francesco di Pierro et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Stochastic sampling design using a multi-objective genetic algorithm and adaptive neural networks

(2008) Kourosh Behzadian et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Is my model too complex? Evaluating model formulation using model reduction

(2008) N.M.J. Crout et al.   ENVIRONMENTAL MODELLING & SOFTWARE

Bayesian Calibration and Uncertainty Analysis for Computationally Expensive Models Using Optimization and Radial Basis Function Approximation

(2008) Nikolay Bliznyuk et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Optimization of aircraft structural components by using nature-inspired algorithms and multi-fidelity approximations

(2008) Felipe A. C. Viana et al.   JOURNAL OF GLOBAL OPTIMIZATION

Bayesian Treed Gaussian Process Models With an Application to Computer Modeling

(2008) Robert B Gramacy et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Groundwater Management Using Model Reduction via Empirical Orthogonal Functions

(2008) James McPhee et al.   JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT

Optimal Real-Time Operation of Urban Water Distribution Systems Using Reduced Models

(2008) Uri Shamir et al.   JOURNAL OF WATER RESOURCES PLANNING AND MANAGEMENT

Editorial—surrogate modeling and space mapping for engineering optimization

(2008) John W. Bandler et al.   OPTIMIZATION AND ENGINEERING

A mixed-integer simulation-based optimization approach with surrogate functions in water resources management

(2008) Thomas Hemker et al.   OPTIMIZATION AND ENGINEERING

A unified approach to environmental systems modeling

(2008) P. C. Young et al.   STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT

Bayesian model selection applied to artificial neural networks used for water resources modeling

(2008) Greer B. Kingston et al.   WATER RESOURCES RESEARCH

Kriging metamodeling in simulation: A review

(2007) Jack P.C. Kleijnen   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH